| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.105 | -0.386 |
|
Retracted Output
|
0.333 | 2.124 |
|
Institutional Self-Citation
|
-0.250 | 2.034 |
|
Discontinued Journals Output
|
1.067 | 5.771 |
|
Hyperauthored Output
|
-1.251 | -1.116 |
|
Leadership Impact Gap
|
1.451 | 0.242 |
|
Hyperprolific Authors
|
0.025 | -0.319 |
|
Institutional Journal Output
|
-0.268 | 1.373 |
|
Redundant Output
|
-0.413 | 1.097 |
The University of Raparin presents a complex integrity profile, marked by notable strengths in research governance alongside specific, pronounced vulnerabilities. With an overall score of 0.476, the institution demonstrates a capacity for resilience, effectively insulating itself from several high-risk trends prevalent at the national level, particularly in avoiding academic endogamy and hyper-authorship. Key areas of strength, according to SCImago Institutions Rankings data, include its research output in Chemistry and Biochemistry, Genetics and Molecular Biology. However, this profile is contrasted by medium-risk indicators in areas such as multiple affiliations, hyperprolific authorship, and a dependency on external collaborations for impact, which are more pronounced than the national average. As the institution's specific mission statement was not available for this analysis, it is crucial to consider how these identified risks could potentially undermine core academic values of excellence and transparency. Addressing these vulnerabilities proactively will be essential to ensuring that the university's recognized thematic strengths are built upon a sustainable and unimpeachable foundation of scientific integrity.
The institution registers a Z-score of 2.105, a value that indicates a moderate deviation from expected norms, especially when compared to the national average of -0.386. This suggests the university is more sensitive than its national peers to practices leading to a high rate of multiple affiliations. While often a legitimate result of collaboration, a disproportionately high rate can signal strategic attempts to inflate institutional credit. This divergence warrants a review to ensure that all affiliations are substantive and reflect genuine collaborative contributions, rather than functioning as a mechanism for "affiliation shopping" that could artificially boost institutional metrics.
With a Z-score of 0.333, the University of Raparin shows a medium level of risk, yet this figure demonstrates relative containment when contextualized against the country's significant risk score of 2.124. This suggests that while some issues exist, the institution operates with more effective quality control than the national average. Retractions are complex, but a rate significantly above the global average can alert to a vulnerability in the integrity culture. The university's ability to keep this indicator below the critical national level is positive, but the medium signal still indicates a need to reinforce pre-publication review processes to prevent potential recurring malpractice or a lack of methodological rigor.
The institution demonstrates notable institutional resilience in this area, with a Z-score of -0.250 placing it in the low-risk category, in stark contrast to the national medium-risk average of 2.034. This performance indicates that the university's control mechanisms are effectively mitigating a systemic risk observed elsewhere in the country. A certain level of self-citation is natural, but the university successfully avoids the disproportionately high rates that can signal concerning scientific isolation or 'echo chambers'. This low score suggests the institution's academic influence is validated by the global community rather than being oversized by internal dynamics.
The university's Z-score of 1.067 signifies a medium-risk level, but it also reflects a degree of relative containment compared to the country's critical score of 5.771. Although risk signals are present, the institution is managing to navigate the publishing landscape with more order than the national trend. However, a medium score is still a critical alert regarding due diligence in selecting dissemination channels. It indicates that a portion of its scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to reputational risks and suggesting a need for enhanced information literacy to avoid predatory practices.
In this indicator, the institution exhibits total operational silence, with a Z-score of -1.251 that is even lower than the country's very low-risk average of -1.116. This absence of risk signals is a clear strength, demonstrating a robust adherence to authorship standards. By avoiding inflated author lists, the university ensures that individual accountability and transparency are maintained in its publications. This result suggests a culture that values meaningful contribution over the pursuit of 'honorary' or political authorship, thereby safeguarding the integrity of its research record.
The institution's Z-score of 1.451 indicates high exposure to this risk, particularly as it is significantly higher than the national average of 0.242, despite both falling within the medium-risk category. This suggests the university is more prone than its peers to a dependency on external collaborations for its citation impact. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a sustainability risk. It raises questions about whether the university's prestige is structural and based on internal capacity or the result of strategic positioning in collaborations where it does not exercise primary intellectual leadership.
With a Z-score of 0.025, the university shows a moderate deviation from the norm, especially when compared to the country's low-risk score of -0.319. This indicates a greater sensitivity to risk factors associated with extreme publication volumes. While high productivity can be legitimate, extreme volumes challenge the limits of meaningful intellectual contribution. This indicator alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record and require careful review.
The university demonstrates a clear case of preventive isolation, with a Z-score of -0.268 placing it in the very low-risk category, in sharp contrast to the country's medium-risk average of 1.373. This shows the institution is not replicating a risk dynamic observed in its environment. By avoiding excessive dependence on its own journals, the university mitigates potential conflicts of interest and the risk of academic endogamy. This practice ensures its scientific production undergoes independent external peer review, which enhances its global visibility and confirms its commitment to competitive, merit-based validation rather than using internal channels as 'fast tracks' for publication.
The institution shows strong institutional resilience, with a low-risk Z-score of -0.413, which is notably better than the national medium-risk average of 1.097. This suggests that the university's internal control mechanisms are effectively mitigating the risk of data fragmentation, or 'salami slicing.' A high value in this indicator alerts to the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. The university's low score indicates a healthy focus on publishing significant new knowledge rather than distorting the scientific evidence and overburdening the review system with redundant submissions.
